{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 智安驾驶\n",
    "产品介绍：一款利用手势识别、驾驶行为分析和智能对话定制与服务平台来帮助营运类驾驶员安全驾驶的app\n",
    "\n",
    "运用到的人工智能的API有：\n",
    "1. 手势识别\n",
    "2. 驾驶行为分析\n",
    "3. 智能对话定制与服务平台\n",
    "\n",
    "手势识别的开发平台：[百度](https://ai.baidu.com/tech/body/gesture)、[腾讯云](https://cloud.tencent.com/product/gr)、[腾讯AI](https://ai.qq.com/product/gesture.shtml)、[Face++](https://www.faceplusplus.com.cn/gesture-recognition/)\n",
    "\n",
    "驾驶行为分析的开发平台：[百度](https://ai.baidu.com/tech/body/driver)\n",
    "\n",
    "智能对话定制与服务平台:[百度](https://ai.baidu.com/tech/unit)、[讯飞](https://www.xfyun.cn/solutions/intelligent-vehicle-system)\n",
    "\n",
    "由于腾讯云和腾讯AI的手势识别面向企业用户且都要经过申请和付费使用，智能对话定制与服务平台也需要申请才能测试数据，所以此次项目的API人工智能测试只对百度和Face++进行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "\n",
    "#!/usr/bin/env python\n",
    "\n",
    "import urllib\n",
    "import base64\n",
    "import pandas as pd\n",
    "import json\n",
    "import requests \n",
    "import time\n",
    "import glob\n",
    "import os\n",
    "from PIL import Image\n",
    "#import cv2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 手势识别\n",
    "\n",
    "### 百度\n",
    "\n",
    "获取百度手识别的token"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>refresh_token</th>\n",
       "      <td>25.14c6779ca9509fd2946b669ba6735e9f.315360000....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>expires_in</th>\n",
       "      <td>2592000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>session_key</th>\n",
       "      <td>9mzdXvDQ11ho9JGX+KIkNZue08tDrswx4t7jsCJaaCm+Pt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>access_token</th>\n",
       "      <td>24.e5b52bf02595a170a557b7dd2bb61afe.2592000.15...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>scope</th>\n",
       "      <td>public brain_all_scope brain_body_analysis bra...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>session_secret</th>\n",
       "      <td>eb38b6ff3620763bbc961a7ac36caac2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                0\n",
       "refresh_token   25.14c6779ca9509fd2946b669ba6735e9f.315360000....\n",
       "expires_in                                                2592000\n",
       "session_key     9mzdXvDQ11ho9JGX+KIkNZue08tDrswx4t7jsCJaaCm+Pt...\n",
       "access_token    24.e5b52bf02595a170a557b7dd2bb61afe.2592000.15...\n",
       "scope           public brain_all_scope brain_body_analysis bra...\n",
       "session_secret                   eb38b6ff3620763bbc961a7ac36caac2"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# client_id 为官网获取的AK， client_secret 为官网获取的SK\n",
    "host = 'https://aip.baidubce.com/oauth/2.0/token?grant_type=client_credentials&client_id=AK&client_secret=SK'\n",
    "response = requests.get(host)\n",
    "pd.json_normalize(response.json()).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'24.e5b52bf02595a170a557b7dd2bb61afe.2592000.1597658685.282335-21275598'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "access_token=response.json()['access_token']\n",
    "access_token"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 手势识别API对图像数据的要求：，base64编码后进行urlencode，要求base64编码和urlencode后大小不超过4M，支持图片格式：jpg、bmp、png，最短边至少50px，最长边最大4096px\n",
    "* 展示要进行测试的手势图片：\n",
    "\n",
    "1：<img src=\"./gestures/1.jpg\" width=\"20%\" height='20%'>\n",
    "2：<img src=\"./gestures/2.jpg\" width=\"20%\" height='20%'>\n",
    "3：<img src=\"./gestures/3.jpg\" width=\"20%\" height='20%'>\n",
    "4：<img src=\"./gestures/4.jpg\" width=\"20%\" height='20%'>\n",
    "5：<img src=\"./gestures/5.jpg\" width=\"20%\" height='20%'>\n",
    "6：<img src=\"./gestures/6.jpg\" width=\"20%\" height='20%'>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据[官方技术文档](https://ai.baidu.com/ai-doc/BODY/4k3cpywrv)示例代码，创建一个字典循环返回结果的result列表里的内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.jpg\n",
      "{'log_id': 3804922981923284306, 'result_num': 1, 'result': [{'probability': 0.9984192848205566, 'top': 166, 'height': 375, 'classname': 'Insult', 'width': 213, 'left': 145}]}\n",
      "2.jpg\n",
      "{'log_id': 5920239215732997778, 'result_num': 0, 'result': []}\n",
      "3.jpg\n",
      "{'log_id': 8633318021930580786, 'result_num': 1, 'result': [{'probability': 0.6305665373802185, 'top': 25, 'height': 152, 'classname': 'Face', 'width': 137, 'left': 17}]}\n",
      "4.jpg\n",
      "{'log_id': 7330908380208297970, 'result_num': 2, 'result': [{'probability': 0.9932264685630798, 'top': 47, 'height': 135, 'classname': 'Five', 'width': 114, 'left': 30}, {'probability': 0.9852809309959412, 'top': 61, 'height': 104, 'classname': 'Face', 'width': 99, 'left': 209}]}\n",
      "5.jpg\n",
      "{'log_id': 5531715564784116978, 'result_num': 0, 'result': []}\n",
      "6.jpg\n",
      "{'log_id': 1284638647058125650, 'result_num': 1, 'result': [{'probability': 0.9445038437843323, 'top': 4, 'height': 286, 'classname': 'Seven', 'width': 315, 'left': 6}]}\n"
     ]
    }
   ],
   "source": [
    "request_url = \"https://aip.baidubce.com/rest/2.0/image-classify/v1/gesture\"\n",
    "# 二进制方式打开图片文件\n",
    "dict={\n",
    "    'probability':[],\n",
    "    'top':[],\n",
    "    'height':[],\n",
    "    'classname':[],\n",
    "    'width':[],\n",
    "    'left':[]\n",
    "    \n",
    "}\n",
    "files = os.listdir(\"./gestures/\")\n",
    "for f in files:\n",
    "    if f.lower()[-3:] == \"jpg\":\n",
    "        print(f)\n",
    "        ff = open('./gestures/'+f, 'rb')\n",
    "        img = base64.b64encode(ff.read())\n",
    "\n",
    "        params = {\"image\":img}\n",
    "        request_url = request_url + \"?access_token=\" + access_token\n",
    "        headers = {'content-type': 'application/x-www-form-urlencoded'}\n",
    "        response = requests.post(request_url, data=params, headers=headers)\n",
    "        if response:\n",
    "            print (response.json())\n",
    "            \n",
    "            for i in response.json()['result']:\n",
    "                dict[\"probability\"].append(i['probability'])\n",
    "                dict['top'].append(i['top'])\n",
    "                dict['height'].append(i['height'])\n",
    "                dict['classname'].append(i['classname'])\n",
    "                dict['width'].append(i['width'])\n",
    "                dict['left'].append(i['left'])\n",
    "            #print(dict)\n",
    "        time.sleep(1)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>probability</th>\n",
       "      <th>top</th>\n",
       "      <th>height</th>\n",
       "      <th>classname</th>\n",
       "      <th>width</th>\n",
       "      <th>left</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.998419</td>\n",
       "      <td>166</td>\n",
       "      <td>375</td>\n",
       "      <td>Insult</td>\n",
       "      <td>213</td>\n",
       "      <td>145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.630567</td>\n",
       "      <td>25</td>\n",
       "      <td>152</td>\n",
       "      <td>Face</td>\n",
       "      <td>137</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.993226</td>\n",
       "      <td>47</td>\n",
       "      <td>135</td>\n",
       "      <td>Five</td>\n",
       "      <td>114</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.985281</td>\n",
       "      <td>61</td>\n",
       "      <td>104</td>\n",
       "      <td>Face</td>\n",
       "      <td>99</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.944504</td>\n",
       "      <td>4</td>\n",
       "      <td>286</td>\n",
       "      <td>Seven</td>\n",
       "      <td>315</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   probability  top  height classname  width  left\n",
       "0     0.998419  166     375    Insult    213   145\n",
       "1     0.630567   25     152      Face    137    17\n",
       "2     0.993226   47     135      Five    114    30\n",
       "3     0.985281   61     104      Face     99   209\n",
       "4     0.944504    4     286     Seven    315     6"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将数据用表格呈现出来更清晰的看数据\n",
    "df_bd=pd.DataFrame(dict)\n",
    "display(df_bd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到六张图片中，百度手势识别api能准确的识别出三张图片，一张识别不出，另外两张识别错误（把rock识别出脸部， 由于手势六是竖向的而识别不出手势六）且经过手机秒表计算六张图片的识别速度为5s ，平均每张0.84s"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 给手势识别一张司机开车照片进行测试\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'log_id': 9089528901838188018, 'result_num': 2, 'result': [{'probability': 0.7756437659263611, 'top': 54, 'height': 61, 'classname': 'Face', 'width': 55, 'left': 163}, {'probability': 0.4571993350982666, 'top': 206, 'height': 54, 'classname': 'One', 'width': 64, 'left': 239}]}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=533x300 at 0x1CA8E03ECC0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "request_url = \"https://aip.baidubce.com/rest/2.0/image-classify/v1/gesture\"\n",
    "# 二进制方式打开图片文件\n",
    "f = open('./people/8.jpg', 'rb')\n",
    "img = base64.b64encode(f.read())\n",
    "\n",
    "params = {\"image\":img}\n",
    "request_url = request_url + \"?access_token=\" + access_token\n",
    "headers = {'content-type': 'application/x-www-form-urlencoded'}\n",
    "response = requests.post(request_url, data=params, headers=headers)\n",
    "if response:\n",
    "    print (response.json())\n",
    "Image.open(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "百度手势识别同时能识别出照片里的脸部，返回的结果有两张脸，比较准确，对没有明确的手势没有识别到，我觉得该手势识别的精确度是还不错，现在来看看face++"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Face++\n",
    "参考[官方技术文档](https://console.faceplusplus.com.cn/documents/6329752)示例代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.jpg\n",
      "{'request_id': '1595069024,709d5828-54c7-49fc-b097-01d2451a108d', 'time_used': 136, 'hands': [{'hand_rectangle': {'top': 173, 'left': 154, 'width': 189, 'height': 333}, 'gesture': {'beg': 0, 'big_v': 0, 'double_finger_up': 0, 'fist': 0, 'hand_open': 0, 'heart_a': 0, 'heart_b': 0, 'heart_c': 0, 'heart_d': 0.001, 'index_finger_up': 99.998, 'namaste': 0, 'ok': 0, 'palm_up': 0, 'phonecall': 0, 'rock': 0, 'thanks': 0, 'thumb_down': 0, 'thumb_up': 0, 'unknown': 0, 'victory': 0}}], 'image_id': '6QVGrZGg16TW85T/zsqDiw=='}\n",
      "2.jpg\n",
      "{\"error_message\":\"CONCURRENCY_LIMIT_EXCEEDED\"}\n",
      "\n",
      "3.jpg\n",
      "{\"error_message\":\"CONCURRENCY_LIMIT_EXCEEDED\"}\n",
      "\n",
      "4.jpg\n",
      "{'request_id': '1595069025,dcb93b4b-abbf-455f-93ab-89accc936d26', 'time_used': 58, 'hands': [{'hand_rectangle': {'top': 52, 'left': 41, 'width': 89, 'height': 125}, 'gesture': {'beg': 0, 'big_v': 0, 'double_finger_up': 0.038, 'fist': 0, 'hand_open': 99.961, 'heart_a': 0, 'heart_b': 0, 'heart_c': 0, 'heart_d': 0, 'index_finger_up': 0, 'namaste': 0, 'ok': 0, 'palm_up': 0, 'phonecall': 0, 'rock': 0, 'thanks': 0, 'thumb_down': 0, 'thumb_up': 0, 'unknown': 0, 'victory': 0}}], 'image_id': 'fF7KF1IOHmqBuCv8NRCb/Q=='}\n",
      "5.jpg\n",
      "{\"error_message\":\"CONCURRENCY_LIMIT_EXCEEDED\"}\n",
      "\n",
      "6.jpg\n",
      "{\"error_message\":\"CONCURRENCY_LIMIT_EXCEEDED\"}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import urllib.request\n",
    "import urllib.error\n",
    "import time\n",
    "\n",
    "http_url = 'https://api-cn.faceplusplus.com/humanbodypp/v1/gesture'\n",
    "key = \"Q50UyE6XUJvx2aCnsqsAt9TXrhxpnzZk\"\n",
    "secret = \"sMNmQDX4x7TjhaD4tGqFYd7Eo1MHPM6m\"\n",
    "\n",
    "filepath = os.listdir(\"./gestures/\")\n",
    "\n",
    "\n",
    "for f in filepath:\n",
    "    if f.lower()[-3:] == \"jpg\":\n",
    "        print(f)\n",
    "        fr = open('./gestures/'+f,'rb')\n",
    "        \n",
    "#        ff = open('./gestures/'+f, 'rb')\n",
    "#         img = base64.b64encode(ff.read())\n",
    "        \n",
    "    boundary = '----------%s' % hex(int(time.time() * 1000))\n",
    "    data = []\n",
    "    data.append('--%s' % boundary)\n",
    "    data.append('Content-Disposition: form-data; name=\"%s\"\\r\\n' % 'api_key')\n",
    "    data.append(key)\n",
    "    data.append('--%s' % boundary)\n",
    "    data.append('Content-Disposition: form-data; name=\"%s\"\\r\\n' % 'api_secret')\n",
    "    data.append(secret)\n",
    "    data.append('--%s' % boundary)\n",
    "    #fr = open('./gestures/'+f,'rb')\n",
    "    data.append('Content-Disposition: form-data; name=\"%s\"; filename=\" \"' % 'image_file')\n",
    "    data.append('Content-Type: %s\\r\\n' % 'application/octet-stream')\n",
    "    data.append(fr.read())\n",
    "    fr.close()\n",
    "    data.append('--%s' % boundary)\n",
    "    data.append('Content-Disposition: form-data; name=\"%s\"\\r\\n' % 'return_landmark')\n",
    "    data.append('1')\n",
    "    data.append('--%s' % boundary)\n",
    "    data.append('Content-Disposition: form-data; name=\"%s\"\\r\\n' % 'return_attributes')\n",
    "    data.append(\n",
    "        \"gender,age,smiling,headpose,facequality,blur,eyestatus,emotion,ethnicity,beauty,mouthstatus,eyegaze,skinstatus\")\n",
    "    data.append('--%s--\\r\\n' % boundary)\n",
    "\n",
    "    for i, d in enumerate(data):\n",
    "        if isinstance(d, str):\n",
    "            data[i] = d.encode('utf-8')\n",
    "\n",
    "    http_body = b'\\r\\n'.join(data)\n",
    "\n",
    "# build http request\n",
    "    req = urllib.request.Request(url=http_url, data=http_body)\n",
    "\n",
    "    # header\n",
    "    req.add_header('Content-Type', 'multipart/form-data; boundary=%s' % boundary)\n",
    "\n",
    "    try:\n",
    "        # post data to server\n",
    "        resp = urllib.request.urlopen(req, timeout=5)\n",
    "        # get response\n",
    "        qrcont = resp.read()\n",
    "        # if you want to load as json, you should decode first,\n",
    "        # for example: json.loads(qrount.decode('utf-8'))\n",
    "        print(json.loads(qrcont.decode('utf-8')))\n",
    "        \n",
    "    except urllib.error.HTTPError as e:\n",
    "        print(e.read().decode('utf-8'))\n",
    "        \n",
    "time.sleep(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hand_rectangle.top</th>\n",
       "      <th>hand_rectangle.left</th>\n",
       "      <th>hand_rectangle.width</th>\n",
       "      <th>hand_rectangle.height</th>\n",
       "      <th>gesture.beg</th>\n",
       "      <th>gesture.big_v</th>\n",
       "      <th>gesture.double_finger_up</th>\n",
       "      <th>gesture.fist</th>\n",
       "      <th>gesture.hand_open</th>\n",
       "      <th>gesture.heart_a</th>\n",
       "      <th>...</th>\n",
       "      <th>gesture.namaste</th>\n",
       "      <th>gesture.ok</th>\n",
       "      <th>gesture.palm_up</th>\n",
       "      <th>gesture.phonecall</th>\n",
       "      <th>gesture.rock</th>\n",
       "      <th>gesture.thanks</th>\n",
       "      <th>gesture.thumb_down</th>\n",
       "      <th>gesture.thumb_up</th>\n",
       "      <th>gesture.unknown</th>\n",
       "      <th>gesture.victory</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>52</td>\n",
       "      <td>41</td>\n",
       "      <td>89</td>\n",
       "      <td>125</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.038</td>\n",
       "      <td>0</td>\n",
       "      <td>99.961</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   hand_rectangle.top  hand_rectangle.left  hand_rectangle.width  \\\n",
       "0                  52                   41                    89   \n",
       "\n",
       "   hand_rectangle.height  gesture.beg  gesture.big_v  \\\n",
       "0                    125            0              0   \n",
       "\n",
       "   gesture.double_finger_up  gesture.fist  gesture.hand_open  gesture.heart_a  \\\n",
       "0                     0.038             0             99.961                0   \n",
       "\n",
       "   ...  gesture.namaste  gesture.ok  gesture.palm_up  gesture.phonecall  \\\n",
       "0  ...                0           0                0                  0   \n",
       "\n",
       "   gesture.rock  gesture.thanks  gesture.thumb_down  gesture.thumb_up  \\\n",
       "0             0               0                   0                 0   \n",
       "\n",
       "   gesture.unknown  gesture.victory  \n",
       "0                0                0  \n",
       "\n",
       "[1 rows x 24 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result=json.loads(qrcont)['hands']\n",
    "df1 = pd.json_normalize(result)\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ca915d0f98>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1.mean().plot(style='-o',figsize=(10,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由于请求超时，出现个别图片没有显示出来，而识别出来的图片1结果为：食指向上，但图片明明是中指向上，对识别出来的图片5结果： 对手势六同样也没识别出来，而是识别出打电话。可见face++手势识别存在局限性。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "把同样的一张驾驶司机的图给Face++测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'request_id': '1595069034,6622c7ef-62e7-4ad3-8442-92087cef1558', 'time_used': 99, 'hands': [{'hand_rectangle': {'top': 72, 'left': 173, 'width': 36, 'height': 16}, 'gesture': {'beg': 0.004, 'big_v': 0.003, 'double_finger_up': 0.002, 'fist': 0.094, 'hand_open': 0.002, 'heart_a': 0.002, 'heart_b': 0.044, 'heart_c': 0.014, 'heart_d': 0.002, 'index_finger_up': 0.02, 'namaste': 0.032, 'ok': 0.105, 'palm_up': 0.004, 'phonecall': 99.637, 'rock': 0.002, 'thanks': 0.002, 'thumb_down': 0.002, 'thumb_up': 0.002, 'unknown': 0.024, 'victory': 0.002}}, {'hand_rectangle': {'top': 194, 'left': 205, 'width': 97, 'height': 63}, 'gesture': {'beg': 0.016, 'big_v': 0.016, 'double_finger_up': 0.016, 'fist': 0.016, 'hand_open': 0.016, 'heart_a': 0.016, 'heart_b': 0.016, 'heart_c': 0.016, 'heart_d': 0.016, 'index_finger_up': 0.016, 'namaste': 0.016, 'ok': 0.016, 'palm_up': 0.016, 'phonecall': 0.016, 'rock': 0.058, 'thanks': 0.016, 'thumb_down': 0.016, 'thumb_up': 0.016, 'unknown': 99.655, 'victory': 0.016}}, {'hand_rectangle': {'top': 195, 'left': 137, 'width': 40, 'height': 66}, 'gesture': {'beg': 1.301, 'big_v': 0.012, 'double_finger_up': 3.414, 'fist': 0.085, 'hand_open': 0.015, 'heart_a': 0.027, 'heart_b': 0.098, 'heart_c': 0.104, 'heart_d': 0.015, 'index_finger_up': 0.012, 'namaste': 0.349, 'ok': 0.028, 'palm_up': 0.309, 'phonecall': 0.041, 'rock': 0.22, 'thanks': 0.427, 'thumb_down': 84.718, 'thumb_up': 2.378, 'unknown': 6.413, 'victory': 0.033}}, {'hand_rectangle': {'top': 201, 'left': 184, 'width': 15, 'height': 23}, 'gesture': {'beg': 0.01, 'big_v': 0.042, 'double_finger_up': 0.01, 'fist': 0.01, 'hand_open': 0.142, 'heart_a': 0.049, 'heart_b': 0.01, 'heart_c': 0.01, 'heart_d': 0.01, 'index_finger_up': 0.01, 'namaste': 0.01, 'ok': 0.01, 'palm_up': 0.01, 'phonecall': 0.014, 'rock': 0.01, 'thanks': 0.01, 'thumb_down': 0.01, 'thumb_up': 0.092, 'unknown': 99.435, 'victory': 0.093}}], 'image_id': '2WnoDESvkx3iIsw/eaCDaw=='}\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=533x300 at 0x1CA916847F0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import urllib.request\n",
    "import urllib.error\n",
    "import time\n",
    "\n",
    "http_url = 'https://api-cn.faceplusplus.com/humanbodypp/v1/gesture'\n",
    "key = \"Q50UyE6XUJvx2aCnsqsAt9TXrhxpnzZk\"\n",
    "secret = \"sMNmQDX4x7TjhaD4tGqFYd7Eo1MHPM6m\"\n",
    "filepath = r\"./people/8.jpg\"\n",
    "\n",
    "boundary = '----------%s' % hex(int(time.time() * 1000))\n",
    "data = []\n",
    "data.append('--%s' % boundary)\n",
    "data.append('Content-Disposition: form-data; name=\"%s\"\\r\\n' % 'api_key')\n",
    "data.append(key)\n",
    "data.append('--%s' % boundary)\n",
    "data.append('Content-Disposition: form-data; name=\"%s\"\\r\\n' % 'api_secret')\n",
    "data.append(secret)\n",
    "data.append('--%s' % boundary)\n",
    "fr = open(filepath, 'rb')\n",
    "data.append('Content-Disposition: form-data; name=\"%s\"; filename=\" \"' % 'image_file')\n",
    "data.append('Content-Type: %s\\r\\n' % 'application/octet-stream')\n",
    "data.append(fr.read())\n",
    "fr.close()\n",
    "data.append('--%s' % boundary)\n",
    "data.append('Content-Disposition: form-data; name=\"%s\"\\r\\n' % 'return_landmark')\n",
    "data.append('1')\n",
    "data.append('--%s' % boundary)\n",
    "data.append('Content-Disposition: form-data; name=\"%s\"\\r\\n' % 'return_attributes')\n",
    "data.append(\n",
    "    \"gender,age,smiling,headpose,facequality,blur,eyestatus,emotion,ethnicity,beauty,mouthstatus,eyegaze,skinstatus\")\n",
    "data.append('--%s--\\r\\n' % boundary)\n",
    "\n",
    "for i, d in enumerate(data):\n",
    "    if isinstance(d, str):\n",
    "        data[i] = d.encode('utf-8')\n",
    "\n",
    "http_body = b'\\r\\n'.join(data)\n",
    "\n",
    "# build http request\n",
    "req = urllib.request.Request(url=http_url, data=http_body)\n",
    "\n",
    "# header\n",
    "req.add_header('Content-Type', 'multipart/form-data; boundary=%s' % boundary)\n",
    "\n",
    "try:\n",
    "    # post data to server\n",
    "    resp = urllib.request.urlopen(req, timeout=5)\n",
    "    # get response\n",
    "    qrcont = resp.read()\n",
    "    # if you want to load as json, you should decode first,\n",
    "    # for example: json.loads(qrount.decode('utf-8'))\n",
    "    print(json.loads(qrcont.decode('utf-8')))\n",
    "except urllib.error.HTTPError as e:\n",
    "    print(e.read().decode('utf-8'))\n",
    "Image.open(filepath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hand_rectangle.top</th>\n",
       "      <th>hand_rectangle.left</th>\n",
       "      <th>hand_rectangle.width</th>\n",
       "      <th>hand_rectangle.height</th>\n",
       "      <th>gesture.beg</th>\n",
       "      <th>gesture.big_v</th>\n",
       "      <th>gesture.double_finger_up</th>\n",
       "      <th>gesture.fist</th>\n",
       "      <th>gesture.hand_open</th>\n",
       "      <th>gesture.heart_a</th>\n",
       "      <th>...</th>\n",
       "      <th>gesture.namaste</th>\n",
       "      <th>gesture.ok</th>\n",
       "      <th>gesture.palm_up</th>\n",
       "      <th>gesture.phonecall</th>\n",
       "      <th>gesture.rock</th>\n",
       "      <th>gesture.thanks</th>\n",
       "      <th>gesture.thumb_down</th>\n",
       "      <th>gesture.thumb_up</th>\n",
       "      <th>gesture.unknown</th>\n",
       "      <th>gesture.victory</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>72</td>\n",
       "      <td>173</td>\n",
       "      <td>36</td>\n",
       "      <td>16</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.094</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>...</td>\n",
       "      <td>0.032</td>\n",
       "      <td>0.105</td>\n",
       "      <td>0.004</td>\n",
       "      <td>99.637</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.024</td>\n",
       "      <td>0.002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>194</td>\n",
       "      <td>205</td>\n",
       "      <td>97</td>\n",
       "      <td>63</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.016</td>\n",
       "      <td>...</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.058</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.016</td>\n",
       "      <td>99.655</td>\n",
       "      <td>0.016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>195</td>\n",
       "      <td>137</td>\n",
       "      <td>40</td>\n",
       "      <td>66</td>\n",
       "      <td>1.301</td>\n",
       "      <td>0.012</td>\n",
       "      <td>3.414</td>\n",
       "      <td>0.085</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.027</td>\n",
       "      <td>...</td>\n",
       "      <td>0.349</td>\n",
       "      <td>0.028</td>\n",
       "      <td>0.309</td>\n",
       "      <td>0.041</td>\n",
       "      <td>0.220</td>\n",
       "      <td>0.427</td>\n",
       "      <td>84.718</td>\n",
       "      <td>2.378</td>\n",
       "      <td>6.413</td>\n",
       "      <td>0.033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201</td>\n",
       "      <td>184</td>\n",
       "      <td>15</td>\n",
       "      <td>23</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.042</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.142</td>\n",
       "      <td>0.049</td>\n",
       "      <td>...</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.014</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.092</td>\n",
       "      <td>99.435</td>\n",
       "      <td>0.093</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   hand_rectangle.top  hand_rectangle.left  hand_rectangle.width  \\\n",
       "0                  72                  173                    36   \n",
       "1                 194                  205                    97   \n",
       "2                 195                  137                    40   \n",
       "3                 201                  184                    15   \n",
       "\n",
       "   hand_rectangle.height  gesture.beg  gesture.big_v  \\\n",
       "0                     16        0.004          0.003   \n",
       "1                     63        0.016          0.016   \n",
       "2                     66        1.301          0.012   \n",
       "3                     23        0.010          0.042   \n",
       "\n",
       "   gesture.double_finger_up  gesture.fist  gesture.hand_open  gesture.heart_a  \\\n",
       "0                     0.002         0.094              0.002            0.002   \n",
       "1                     0.016         0.016              0.016            0.016   \n",
       "2                     3.414         0.085              0.015            0.027   \n",
       "3                     0.010         0.010              0.142            0.049   \n",
       "\n",
       "   ...  gesture.namaste  gesture.ok  gesture.palm_up  gesture.phonecall  \\\n",
       "0  ...            0.032       0.105            0.004             99.637   \n",
       "1  ...            0.016       0.016            0.016              0.016   \n",
       "2  ...            0.349       0.028            0.309              0.041   \n",
       "3  ...            0.010       0.010            0.010              0.014   \n",
       "\n",
       "   gesture.rock  gesture.thanks  gesture.thumb_down  gesture.thumb_up  \\\n",
       "0         0.002           0.002               0.002             0.002   \n",
       "1         0.058           0.016               0.016             0.016   \n",
       "2         0.220           0.427              84.718             2.378   \n",
       "3         0.010           0.010               0.010             0.092   \n",
       "\n",
       "   gesture.unknown  gesture.victory  \n",
       "0            0.024            0.002  \n",
       "1           99.655            0.016  \n",
       "2            6.413            0.033  \n",
       "3           99.435            0.093  \n",
       "\n",
       "[4 rows x 24 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results=json.loads(qrcont)['hands']\n",
    "df2 = pd.json_normalize(results)\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ca9269a5c0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 对识别到的四双手用图表可视化展现\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "df2.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Face++的手势识别只对手进行捕捉，无法像百度一样对脸部进行识别，而它返回了四个结果，其中有个是`\"phonecall\":99.637`:打电话，还有一个是`\"thumb_down\":84.718,`:大拇指向下，其他两个返回是无法认知的，这识别到的结果均是错误的，可见face++的手势识别精准度有待提高"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 驾驶行为分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*  驾驶行为分析API对图像数据的要求：base64编码后进行urlencode，要求base64编码和urlencode后大小不超过4M。图片的base64编码是不包含图片头的，如(data:image/jpg;base64,)，支持图片格式：jpg、bmp、png，最短边至少50px，最长边最大4096px\n",
    "*  进行测试的11张驾驶员图片，有不同角度，提供了不同的情况：没带口罩、玩手机、没戴安全带，没看正前方等，以测试驾驶行为分析的准确度\n",
    "1：<img src=\"./people/1.jpg\" width=\"20%\" height='20%'>\n",
    "2：<img src=\"./people/2.jpg\" width=\"20%\" height='20%'>\n",
    "3：<img src=\"./people/3.jpg\" width=\"20%\" height='20%'>\n",
    "4：<img src=\"./people/4.jpg\" width=\"20%\" height='20%'>\n",
    "5：<img src=\"./people/5.jpg\" width=\"20%\" height='20%'>\n",
    "6：<img src=\"./people/6.jpg\" width=\"20%\" height='20%'>\n",
    "7:<img src=\"./people/7.jpg\" width=\"20%\" height='20%'>\n",
    "8:<img src=\"./people/8.jpg\" width=\"20%\" height='20%'>\n",
    "9:<img src=\"./people/9.jpg\" width=\"20%\" height='20%'>\n",
    "10:<img src=\"./people/10.jpg\" width=\"20%\" height='20%'>\n",
    "11:<img src=\"./people/11.jpg\" width=\"20%\" height='20%'>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 百度\n",
    "参考[官网技术文档](https://ai.baidu.com/ai-doc/BODY/Nk3cpywct)示例代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.jpg\n",
      "{'log_id': 1284438784808583168, 'person_num': 1, 'person_info': [{'attributes': {'both_hands_leaving_wheel': {'score': 0.089048534631729, 'threshold': 0.75}, 'eyes_closed': {'score': 0.0070203416980803, 'threshold': 0.55}, 'no_face_mask': {'score': 0.062960401177406, 'threshold': 0.75}, 'not_buckling_up': {'score': 0.10395120084286, 'threshold': 0.44}, 'smoke': {'score': 0.0036149044055492, 'threshold': 0.48}, 'cellphone': {'score': 0.0065654353238642, 'threshold': 0.69}, 'not_facing_front': {'score': 0.036084376275539, 'threshold': 0.5}, 'yawning': {'score': 0.00025383819593117, 'threshold': 0.5}, 'head_lowered': {'score': 0.0010513225570321, 'threshold': 0.55}}, 'location': {'score': 0.45539799332619, 'top': 68, 'left': 114, 'width': 505, 'height': 337}}], 'driver_num': 1}\n",
      "10.jpg\n",
      "{'log_id': 1284438791536246784, 'person_num': 1, 'person_info': [{'location': {'score': 0.96781980991364, 'top': 58, 'left': 103, 'width': 356, 'height': 274}, 'attributes': {'both_hands_leaving_wheel': {'score': 0.49953457713127, 'threshold': 0.75}, 'eyes_closed': {'score': 0.0004043801136504, 'threshold': 0.55}, 'no_face_mask': {'score': 0.99533858895302, 'threshold': 0.75}, 'not_buckling_up': {'score': 0.86138868331909, 'threshold': 0.44}, 'smoke': {'score': 0.0021766922436655, 'threshold': 0.48}, 'not_facing_front': {'score': 0.90469461679459, 'threshold': 0.5}, 'cellphone': {'score': 0.010449375025928, 'threshold': 0.69}, 'yawning': {'score': 0.00082502304576337, 'threshold': 0.5}, 'head_lowered': {'score': 0.0034241030080011, 'threshold': 0.55}}}], 'driver_num': 1}\n",
      "11.jpg\n",
      "{'log_id': 1284438797852868608, 'person_num': 1, 'person_info': [{'location': {'score': 0.92917728424072, 'top': 27, 'left': 38, 'width': 253, 'height': 310}, 'attributes': {'both_hands_leaving_wheel': {'score': 0.21489018201828, 'threshold': 0.75}, 'eyes_closed': {'score': 0.0037784338928759, 'threshold': 0.55}, 'no_face_mask': {'score': 0.17671897448599, 'threshold': 0.75}, 'not_buckling_up': {'score': 0.56387466192245, 'threshold': 0.44}, 'smoke': {'score': 0.0051843555038795, 'threshold': 0.48}, 'cellphone': {'score': 0.02629117295146, 'threshold': 0.69}, 'not_facing_front': {'score': 0.059266865253448, 'threshold': 0.5}, 'yawning': {'score': 0.00037082430208102, 'threshold': 0.5}, 'head_lowered': {'score': 0.0062392285326496, 'threshold': 0.55}}}], 'driver_num': 1}\n",
      "2.jpg\n",
      "{'log_id': 1284438804026884096, 'person_num': 1, 'person_info': [{'attributes': {'both_hands_leaving_wheel': {'score': 0.76529091596603, 'threshold': 0.75}, 'eyes_closed': {'score': 0.045560766942799, 'threshold': 0.55}, 'no_face_mask': {'score': 0.98902583122253, 'threshold': 0.75}, 'not_buckling_up': {'score': 0.26709812879562, 'threshold': 0.44}, 'smoke': {'score': 0.010890332050622, 'threshold': 0.48}, 'not_facing_front': {'score': 0.96027237176895, 'threshold': 0.5}, 'cellphone': {'score': 0.1762502938509, 'threshold': 0.69}, 'yawning': {'score': 0.0037908740341663, 'threshold': 0.5}, 'head_lowered': {'score': 0.62747398018837, 'threshold': 0.55}}, 'location': {'score': 0.76781749725342, 'top': 58, 'left': 15, 'width': 175, 'height': 184}}], 'driver_num': 1}\n",
      "3.jpg\n",
      "{'log_id': 1284438810544832512, 'person_num': 1, 'person_info': [{'attributes': {'both_hands_leaving_wheel': {'score': 0.0012911325320601, 'threshold': 0.75}, 'eyes_closed': {'score': 0.011688392260112, 'threshold': 0.55}, 'no_face_mask': {'score': 0.99833142757416, 'threshold': 0.75}, 'not_buckling_up': {'score': 0.024320147931576, 'threshold': 0.44}, 'smoke': {'score': 0.0017806352116168, 'threshold': 0.48}, 'not_facing_front': {'score': 0.0042827557772398, 'threshold': 0.5}, 'cellphone': {'score': 0.0023653069511056, 'threshold': 0.69}, 'yawning': {'score': 0.00053190881226328, 'threshold': 0.5}, 'head_lowered': {'score': 0.00027684901851899, 'threshold': 0.55}}, 'location': {'score': 0.96574735641479, 'top': 55, 'left': 152, 'width': 242, 'height': 254}}], 'driver_num': 1}\n",
      "4.jpg\n",
      "{'log_id': 1284438816676904960, 'person_num': 2, 'person_info': [{'location': {'score': 0.82038116455078, 'top': 29, 'left': 313, 'width': 214, 'height': 252}, 'attributes': {'both_hands_leaving_wheel': {'score': 0.92154848575592, 'threshold': 0.75}, 'eyes_closed': {'score': 0.072507556527853, 'threshold': 0.55}, 'no_face_mask': {'score': 0.97582158446312, 'threshold': 0.75}, 'not_buckling_up': {'score': 0.66519677639008, 'threshold': 0.44}, 'smoke': {'score': 0.029311062768102, 'threshold': 0.48}, 'not_facing_front': {'score': 0.93776249885559, 'threshold': 0.5}, 'cellphone': {'score': 0.43436765670776, 'threshold': 0.69}, 'yawning': {'score': 0.0019913194118999, 'threshold': 0.5}, 'head_lowered': {'score': 0.83142310380936, 'threshold': 0.55}}}], 'driver_num': 1}\n",
      "5.jpg\n",
      "{'log_id': 1284438822670565376, 'person_num': 1, 'person_info': [{'attributes': {'both_hands_leaving_wheel': {'score': 0.80908346176147, 'threshold': 0.75}, 'eyes_closed': {'score': 0.0056552486494184, 'threshold': 0.55}, 'no_face_mask': {'score': 0.91907149553299, 'threshold': 0.75}, 'not_buckling_up': {'score': 0.37645408511162, 'threshold': 0.44}, 'smoke': {'score': 0.021690353751183, 'threshold': 0.48}, 'cellphone': {'score': 0.027453195303679, 'threshold': 0.69}, 'not_facing_front': {'score': 0.22933480143547, 'threshold': 0.5}, 'yawning': {'score': 0.0017786581156543, 'threshold': 0.5}, 'head_lowered': {'score': 0.010087416085298, 'threshold': 0.55}}, 'location': {'score': 0.93932199478149, 'top': 8, 'left': 3, 'width': 231, 'height': 218}}], 'driver_num': 1}\n",
      "6.jpg\n",
      "{'log_id': 1284438828827803648, 'person_num': 1, 'person_info': [{'attributes': {'both_hands_leaving_wheel': {'score': 0.098897993564606, 'threshold': 0.75}, 'eyes_closed': {'score': 4.1269657231169e-05, 'threshold': 0.55}, 'no_face_mask': {'score': 0.99699926376343, 'threshold': 0.75}, 'not_buckling_up': {'score': 0.00062187929870561, 'threshold': 0.44}, 'smoke': {'score': 0.0025064859073609, 'threshold': 0.48}, 'cellphone': {'score': 0.015109522268176, 'threshold': 0.69}, 'not_facing_front': {'score': 0.039192702621222, 'threshold': 0.5}, 'yawning': {'score': 0.00044040177635907, 'threshold': 0.5}, 'head_lowered': {'score': 0.00020497270088526, 'threshold': 0.55}}, 'location': {'score': 0.77779132127762, 'top': 65, 'left': 119, 'width': 349, 'height': 236}}], 'driver_num': 1}\n",
      "7.jpg\n",
      "{'log_id': 1284438835094093824, 'person_num': 1, 'person_info': [{'attributes': {'both_hands_leaving_wheel': {'score': 0.00016098648484331, 'threshold': 0.75}, 'eyes_closed': {'score': 0.0031048780001584, 'threshold': 0.55}, 'no_face_mask': {'score': 0.99969857931137, 'threshold': 0.75}, 'not_buckling_up': {'score': 0.034595608711243, 'threshold': 0.44}, 'smoke': {'score': 0.0017573197837919, 'threshold': 0.48}, 'cellphone': {'score': 0.0020763927605003, 'threshold': 0.69}, 'not_facing_front': {'score': 0.00065293529769406, 'threshold': 0.5}, 'yawning': {'score': 0.00031401735759573, 'threshold': 0.5}, 'head_lowered': {'score': 0.00011771707249864, 'threshold': 0.55}}, 'location': {'score': 0.96912574768066, 'top': 39, 'left': 72, 'width': 458, 'height': 358}}], 'driver_num': 1}\n",
      "8.jpg\n",
      "{'log_id': 1284438841008062464, 'person_num': 1, 'person_info': [{'attributes': {'both_hands_leaving_wheel': {'score': 0.00091406982392073, 'threshold': 0.75}, 'eyes_closed': {'score': 0.012499872012995, 'threshold': 0.55}, 'no_face_mask': {'score': 0.9984974861145, 'threshold': 0.75}, 'not_buckling_up': {'score': 2.9527122023865e-05, 'threshold': 0.44}, 'smoke': {'score': 0.0060107326135039, 'threshold': 0.48}, 'not_facing_front': {'score': 0.0019765491597354, 'threshold': 0.5}, 'cellphone': {'score': 0.003317573107779, 'threshold': 0.69}, 'yawning': {'score': 0.0014406450718525, 'threshold': 0.5}, 'head_lowered': {'score': 0.00035234612772683, 'threshold': 0.55}}, 'location': {'score': 0.96543318033218, 'top': 44, 'left': 91, 'width': 277, 'height': 255}}], 'driver_num': 1}\n",
      "9.jpg\n",
      "{'log_id': 1284438846955585536, 'person_num': 1, 'person_info': [{'location': {'score': 0.34767666459084, 'top': 88, 'left': 141, 'width': 286, 'height': 215}, 'attributes': {'both_hands_leaving_wheel': {'score': 0.0007141680107452, 'threshold': 0.75}, 'eyes_closed': {'score': 0.29773236438632, 'threshold': 0.55}, 'no_face_mask': {'score': 0.69259491562843, 'threshold': 0.75}, 'not_buckling_up': {'score': 6.6338470787741e-05, 'threshold': 0.44}, 'smoke': {'score': 0.0016972607700154, 'threshold': 0.48}, 'not_facing_front': {'score': 0.014037092216313, 'threshold': 0.5}, 'cellphone': {'score': 0.048806179314852, 'threshold': 0.69}, 'yawning': {'score': 0.0048032606136985, 'threshold': 0.5}, 'head_lowered': {'score': 0.0016927504329942, 'threshold': 0.55}}}], 'driver_num': 1}\n"
     ]
    }
   ],
   "source": [
    "request_url = \"https://aip.baidubce.com/rest/2.0/image-classify/v1/driver_behavior\"\n",
    "# 二进制方式打开图片文件\n",
    "# f = open('./16.jpg', 'rb')\n",
    "# img = base64.b64encode(f.read())\n",
    "# #img=base64.b64encode(i for i in a)\n",
    "files = os.listdir(\"./people/\")\n",
    "result3=[]\n",
    "for f in files:\n",
    "    if f.lower()[-3:] == \"jpg\":\n",
    "        print(f)\n",
    "        ff = open('./people/'+f, 'rb')\n",
    "        img = base64.b64encode(ff.read())\n",
    "\n",
    "        params = {\"image\":img}\n",
    "\n",
    "        request_url = request_url + \"?access_token=\" + access_token\n",
    "        headers = {'content-type': 'application/x-www-form-urlencoded'}\n",
    "        response = requests.post(request_url, data=params, headers=headers)\n",
    "        if response:\n",
    "            print (response.json())\n",
    "            result3.append(response.json())\n",
    "        time.sleep(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'log_id': 1284438846955585536,\n",
       " 'person_num': 1,\n",
       " 'person_info': [{'location': {'score': 0.34767666459084,\n",
       "    'top': 88,\n",
       "    'left': 141,\n",
       "    'width': 286,\n",
       "    'height': 215},\n",
       "   'attributes': {'both_hands_leaving_wheel': {'score': 0.0007141680107452,\n",
       "     'threshold': 0.75},\n",
       "    'eyes_closed': {'score': 0.29773236438632, 'threshold': 0.55},\n",
       "    'no_face_mask': {'score': 0.69259491562843, 'threshold': 0.75},\n",
       "    'not_buckling_up': {'score': 6.6338470787741e-05, 'threshold': 0.44},\n",
       "    'smoke': {'score': 0.0016972607700154, 'threshold': 0.48},\n",
       "    'not_facing_front': {'score': 0.014037092216313, 'threshold': 0.5},\n",
       "    'cellphone': {'score': 0.048806179314852, 'threshold': 0.69},\n",
       "    'yawning': {'score': 0.0048032606136985, 'threshold': 0.5},\n",
       "    'head_lowered': {'score': 0.0016927504329942, 'threshold': 0.55}}}],\n",
       " 'driver_num': 1}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result3=response.json()\n",
    "result3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>location.score</th>\n",
       "      <td>0.347677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>location.top</th>\n",
       "      <td>88.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>location.left</th>\n",
       "      <td>141.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>location.width</th>\n",
       "      <td>286.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>location.height</th>\n",
       "      <td>215.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.both_hands_leaving_wheel.score</th>\n",
       "      <td>0.000714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.both_hands_leaving_wheel.threshold</th>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.eyes_closed.score</th>\n",
       "      <td>0.297732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.eyes_closed.threshold</th>\n",
       "      <td>0.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.no_face_mask.score</th>\n",
       "      <td>0.692595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.no_face_mask.threshold</th>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.not_buckling_up.score</th>\n",
       "      <td>0.000066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.not_buckling_up.threshold</th>\n",
       "      <td>0.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.smoke.score</th>\n",
       "      <td>0.001697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.smoke.threshold</th>\n",
       "      <td>0.480000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.not_facing_front.score</th>\n",
       "      <td>0.014037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.not_facing_front.threshold</th>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.cellphone.score</th>\n",
       "      <td>0.048806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.cellphone.threshold</th>\n",
       "      <td>0.690000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.yawning.score</th>\n",
       "      <td>0.004803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.yawning.threshold</th>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.head_lowered.score</th>\n",
       "      <td>0.001693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.head_lowered.threshold</th>\n",
       "      <td>0.550000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                        0\n",
       "location.score                                   0.347677\n",
       "location.top                                    88.000000\n",
       "location.left                                  141.000000\n",
       "location.width                                 286.000000\n",
       "location.height                                215.000000\n",
       "attributes.both_hands_leaving_wheel.score        0.000714\n",
       "attributes.both_hands_leaving_wheel.threshold    0.750000\n",
       "attributes.eyes_closed.score                     0.297732\n",
       "attributes.eyes_closed.threshold                 0.550000\n",
       "attributes.no_face_mask.score                    0.692595\n",
       "attributes.no_face_mask.threshold                0.750000\n",
       "attributes.not_buckling_up.score                 0.000066\n",
       "attributes.not_buckling_up.threshold             0.440000\n",
       "attributes.smoke.score                           0.001697\n",
       "attributes.smoke.threshold                       0.480000\n",
       "attributes.not_facing_front.score                0.014037\n",
       "attributes.not_facing_front.threshold            0.500000\n",
       "attributes.cellphone.score                       0.048806\n",
       "attributes.cellphone.threshold                   0.690000\n",
       "attributes.yawning.score                         0.004803\n",
       "attributes.yawning.threshold                     0.500000\n",
       "attributes.head_lowered.score                    0.001693\n",
       "attributes.head_lowered.threshold                0.550000"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df4= pd.json_normalize(response.json()['person_info']).T\n",
    "display(df4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ca9549b4a8>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df4.iloc[5:].plot(kind=\"barh\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看出百度驾驶行为分析API准确的把没系安全带识别`attributes.not_buckling_up.score\t0.563875`出来了,可信度0.44也是蛮高的，准确度挺高的"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "尝试给百度驾驶行为分析api测试手势图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'log_id': 1284439260002254848, 'person_num': 1, 'person_info': [{'location': {'score': 0.14144216477871, 'top': 91, 'left': 4, 'width': 341, 'height': 573}, 'attributes': {'both_hands_leaving_wheel': {'score': 0.02877145819366, 'threshold': 0.75}, 'eyes_closed': {'score': 0.001694621052593, 'threshold': 0.55}, 'no_face_mask': {'score': 0.15059062838554, 'threshold': 0.75}, 'not_buckling_up': {'score': 0.012875028885901, 'threshold': 0.44}, 'smoke': {'score': 0.007627653949894, 'threshold': 0.48}, 'not_facing_front': {'score': 0.011171923018992, 'threshold': 0.5}, 'cellphone': {'score': 0.004846028983593, 'threshold': 0.69}, 'yawning': {'score': 0.00038172479253262, 'threshold': 0.5}, 'head_lowered': {'score': 0.0039725508540869, 'threshold': 0.55}}}], 'driver_num': 1}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=500x666 at 0x1CA957AD6D8>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "request_url = \"https://aip.baidubce.com/rest/2.0/image-classify/v1/driver_behavior\"\n",
    "# 二进制方式打开图片文件\n",
    "f = open('./gestures/1.jpg', 'rb')\n",
    "img = base64.b64encode(f.read())\n",
    "\n",
    "params = {\"image\":img}\n",
    "\n",
    "request_url = request_url + \"?access_token=\" + access_token\n",
    "headers = {'content-type': 'application/x-www-form-urlencoded'}\n",
    "response = requests.post(request_url, data=params, headers=headers)\n",
    "if response:\n",
    "    print (response.json())\n",
    "# image = Image.open(BytesIO(requests.get(f).content))\n",
    "# plt.imshow(image)\n",
    "# plt.axis(\"off\")\n",
    "\n",
    "Image.open(f)\n",
    "\n",
    "#_ = plt.title(celebrity_name, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>location.score</th>\n",
       "      <td>0.141442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>location.top</th>\n",
       "      <td>91.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>location.left</th>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>location.width</th>\n",
       "      <td>341.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>location.height</th>\n",
       "      <td>573.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.both_hands_leaving_wheel.score</th>\n",
       "      <td>0.028771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.both_hands_leaving_wheel.threshold</th>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.eyes_closed.score</th>\n",
       "      <td>0.001695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.eyes_closed.threshold</th>\n",
       "      <td>0.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.no_face_mask.score</th>\n",
       "      <td>0.150591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.no_face_mask.threshold</th>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.not_buckling_up.score</th>\n",
       "      <td>0.012875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.not_buckling_up.threshold</th>\n",
       "      <td>0.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.smoke.score</th>\n",
       "      <td>0.007628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.smoke.threshold</th>\n",
       "      <td>0.480000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.not_facing_front.score</th>\n",
       "      <td>0.011172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.not_facing_front.threshold</th>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.cellphone.score</th>\n",
       "      <td>0.004846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.cellphone.threshold</th>\n",
       "      <td>0.690000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.yawning.score</th>\n",
       "      <td>0.000382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.yawning.threshold</th>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.head_lowered.score</th>\n",
       "      <td>0.003973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attributes.head_lowered.threshold</th>\n",
       "      <td>0.550000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                        0\n",
       "location.score                                   0.141442\n",
       "location.top                                    91.000000\n",
       "location.left                                    4.000000\n",
       "location.width                                 341.000000\n",
       "location.height                                573.000000\n",
       "attributes.both_hands_leaving_wheel.score        0.028771\n",
       "attributes.both_hands_leaving_wheel.threshold    0.750000\n",
       "attributes.eyes_closed.score                     0.001695\n",
       "attributes.eyes_closed.threshold                 0.550000\n",
       "attributes.no_face_mask.score                    0.150591\n",
       "attributes.no_face_mask.threshold                0.750000\n",
       "attributes.not_buckling_up.score                 0.012875\n",
       "attributes.not_buckling_up.threshold             0.440000\n",
       "attributes.smoke.score                           0.007628\n",
       "attributes.smoke.threshold                       0.480000\n",
       "attributes.not_facing_front.score                0.011172\n",
       "attributes.not_facing_front.threshold            0.500000\n",
       "attributes.cellphone.score                       0.004846\n",
       "attributes.cellphone.threshold                   0.690000\n",
       "attributes.yawning.score                         0.000382\n",
       "attributes.yawning.threshold                     0.500000\n",
       "attributes.head_lowered.score                    0.003973\n",
       "attributes.head_lowered.threshold                0.550000"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df5=pd.json_normalize(response.json()['person_info']).T\n",
    "display(df5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ca958787f0>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df5.iloc[5:].plot(kind=\"barh\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看出，百度驾驶行为分析API同样也把手势图识别出来，但它对各个指标分数都是低于0.2且可信度都是高于0.4，再次证实百度驾驶行为分析API的可信度高。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 总结：\n",
    "|手势分析|百度|Face++|\n",
    "|---|---|---|\n",
    "|准确度|95%|80%|\n",
    "|返回速度|63毫秒|117毫秒|\n",
    "|手势类型|24种|19种|\n",
    "|使用场景|近景自拍、远景他拍|移动设备自拍场景|\n",
    "|付费情况|免费：5万次/天，付费适用于企业用户200-500元/QPS|免费调用，同时可根据您的业务“按量”或“按QPS”灵活升级付费服务|\n",
    "|问题|有多个手势时，也能识别，但该情况下，单个手势的目标可能较小，且角度可能不好，识别效果可能受影响。|本算法目前是专为移动设备自拍场景设计，在其他场景下对手势的识别精度可能不足|\n",
    "\n",
    "驾驶行为分析：只有百度开放平台为个人开发者提供免费服务\n",
    "* 价格：免费可调用量总共10000次，付费版适用于企业用户：免费调用量总共10000次，付费调用量 无限\n",
    "* 适用场景：车载场景，只针对出租车、客车、公交车、货车等各类营运车辆\n",
    "* 返回速度：58毫秒\n",
    "* 准确度：95%\n",
    "\n",
    "![数据流程图DFD](https://gitee.com/Zkimzie/ZhiAn_Driving_API_PRD/raw/master/images/%E6%99%BA%E5%AE%89%E9%A9%BE%E9%A9%B6.jpg)"
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